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An integrated gene-to-outcome multimodal database for metabolic dysfunction-associated steatotic liver disease
Metabolic dysfunction-associated steatotic liver disease (MASLD) is the commonest cause of chronic liver disease worldwide and represents an unmet precision medicine challenge. We established a retrospective national cohort of 940 histologically defined patients (55.4% men, 44.6% women; median body...
Autores principales: | , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group US
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10667096/ https://www.ncbi.nlm.nih.gov/pubmed/37903863 http://dx.doi.org/10.1038/s41591-023-02602-2 |
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author | Kendall, Timothy J. Jimenez-Ramos, Maria Turner, Frances Ramachandran, Prakash Minnier, Jessica McColgan, Michael D. Alam, Masood Ellis, Harriet Dunbar, Donald R. Kohnen, Gabriele Konanahalli, Prakash Oien, Karin A. Bandiera, Lucia Menolascina, Filippo Juncker-Jensen, Anna Alexander, Douglas Mayor, Charlie Guha, Indra Neil Fallowfield, Jonathan A. |
author_facet | Kendall, Timothy J. Jimenez-Ramos, Maria Turner, Frances Ramachandran, Prakash Minnier, Jessica McColgan, Michael D. Alam, Masood Ellis, Harriet Dunbar, Donald R. Kohnen, Gabriele Konanahalli, Prakash Oien, Karin A. Bandiera, Lucia Menolascina, Filippo Juncker-Jensen, Anna Alexander, Douglas Mayor, Charlie Guha, Indra Neil Fallowfield, Jonathan A. |
author_sort | Kendall, Timothy J. |
collection | PubMed |
description | Metabolic dysfunction-associated steatotic liver disease (MASLD) is the commonest cause of chronic liver disease worldwide and represents an unmet precision medicine challenge. We established a retrospective national cohort of 940 histologically defined patients (55.4% men, 44.6% women; median body mass index 31.3; 32% with type 2 diabetes) covering the complete MASLD severity spectrum, and created a secure, searchable, open resource (SteatoSITE). In 668 cases and 39 controls, we generated hepatic bulk RNA sequencing data and performed differential gene expression and pathway analysis, including exploration of gender-specific differences. A web-based gene browser was also developed. We integrated histopathological assessments, transcriptomic data and 5.67 million days of time-stamped longitudinal electronic health record data to define disease-stage-specific gene expression signatures, pathogenic hepatic cell subpopulations and master regulator networks associated with adverse outcomes in MASLD. We constructed a 15-gene transcriptional risk score to predict future hepatic decompensation events (area under the receiver operating characteristic curve 0.86, 0.81 and 0.83 for 1-, 3- and 5-year risk, respectively). Additionally, thyroid hormone receptor beta regulon activity was identified as a critical suppressor of disease progression. SteatoSITE supports rational biomarker and drug development and facilitates precision medicine approaches for patients with MASLD. |
format | Online Article Text |
id | pubmed-10667096 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group US |
record_format | MEDLINE/PubMed |
spelling | pubmed-106670962023-10-30 An integrated gene-to-outcome multimodal database for metabolic dysfunction-associated steatotic liver disease Kendall, Timothy J. Jimenez-Ramos, Maria Turner, Frances Ramachandran, Prakash Minnier, Jessica McColgan, Michael D. Alam, Masood Ellis, Harriet Dunbar, Donald R. Kohnen, Gabriele Konanahalli, Prakash Oien, Karin A. Bandiera, Lucia Menolascina, Filippo Juncker-Jensen, Anna Alexander, Douglas Mayor, Charlie Guha, Indra Neil Fallowfield, Jonathan A. Nat Med Resource Metabolic dysfunction-associated steatotic liver disease (MASLD) is the commonest cause of chronic liver disease worldwide and represents an unmet precision medicine challenge. We established a retrospective national cohort of 940 histologically defined patients (55.4% men, 44.6% women; median body mass index 31.3; 32% with type 2 diabetes) covering the complete MASLD severity spectrum, and created a secure, searchable, open resource (SteatoSITE). In 668 cases and 39 controls, we generated hepatic bulk RNA sequencing data and performed differential gene expression and pathway analysis, including exploration of gender-specific differences. A web-based gene browser was also developed. We integrated histopathological assessments, transcriptomic data and 5.67 million days of time-stamped longitudinal electronic health record data to define disease-stage-specific gene expression signatures, pathogenic hepatic cell subpopulations and master regulator networks associated with adverse outcomes in MASLD. We constructed a 15-gene transcriptional risk score to predict future hepatic decompensation events (area under the receiver operating characteristic curve 0.86, 0.81 and 0.83 for 1-, 3- and 5-year risk, respectively). Additionally, thyroid hormone receptor beta regulon activity was identified as a critical suppressor of disease progression. SteatoSITE supports rational biomarker and drug development and facilitates precision medicine approaches for patients with MASLD. Nature Publishing Group US 2023-10-30 2023 /pmc/articles/PMC10667096/ /pubmed/37903863 http://dx.doi.org/10.1038/s41591-023-02602-2 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Resource Kendall, Timothy J. Jimenez-Ramos, Maria Turner, Frances Ramachandran, Prakash Minnier, Jessica McColgan, Michael D. Alam, Masood Ellis, Harriet Dunbar, Donald R. Kohnen, Gabriele Konanahalli, Prakash Oien, Karin A. Bandiera, Lucia Menolascina, Filippo Juncker-Jensen, Anna Alexander, Douglas Mayor, Charlie Guha, Indra Neil Fallowfield, Jonathan A. An integrated gene-to-outcome multimodal database for metabolic dysfunction-associated steatotic liver disease |
title | An integrated gene-to-outcome multimodal database for metabolic dysfunction-associated steatotic liver disease |
title_full | An integrated gene-to-outcome multimodal database for metabolic dysfunction-associated steatotic liver disease |
title_fullStr | An integrated gene-to-outcome multimodal database for metabolic dysfunction-associated steatotic liver disease |
title_full_unstemmed | An integrated gene-to-outcome multimodal database for metabolic dysfunction-associated steatotic liver disease |
title_short | An integrated gene-to-outcome multimodal database for metabolic dysfunction-associated steatotic liver disease |
title_sort | integrated gene-to-outcome multimodal database for metabolic dysfunction-associated steatotic liver disease |
topic | Resource |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10667096/ https://www.ncbi.nlm.nih.gov/pubmed/37903863 http://dx.doi.org/10.1038/s41591-023-02602-2 |
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